Reporte Datos Censales

Dataset statistics

Number of variables	23
Number of observations	1000000
Missing cells	926672
Missing cells (%)	4.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	58.2 MiB
Average record size in memory	61.0 B

Variable types

CAT	15
NUM	8

Dataset

Description	Este reporte fue generado con solo un millón de observaciones (1.90% del total).
URL	http://international.ipums.org/
Copyright	(c) IPUMS International 2020

Warnings

`perwt` is highly correlated with `hhwt`	High correlation
`hhwt` is highly correlated with `perwt`	High correlation
`year` is highly correlated with `country` and 1 other fields	High correlation
`country` is highly correlated with `year` and 1 other fields	High correlation
`sample` is highly correlated with `country` and 1 other fields	High correlation
`edattaind` is highly correlated with `edattain`	High correlation
`edattain` is highly correlated with `edattaind`	High correlation
`empstatd` is highly correlated with `empstat`	High correlation
`empstat` is highly correlated with `empstatd`	High correlation
`internet` has 179331 (17.9%) missing values	Missing
`age` has 52174 (5.2%) missing values	Missing
`race` has 478178 (47.8%) missing values	Missing
`indig` has 216989 (21.7%) missing values	Missing
`df_index` has unique values	Unique

Reproduction

Analysis started	2020-11-17 18:39:20.657597
Analysis finished	2020-11-17 18:40:38.718288
Duration	1 minute and 18.06 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	1000000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26284932.2
Minimum	121
Maximum	52546643
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	121
5-th percentile	2628396
Q1	13142317
median	26304903.5
Q3	39417358.75
95-th percentile	49911590.75
Maximum	52546643
Range	52546522
Interquartile range (IQR)	26275041.75

Descriptive statistics

Standard deviation	15167175.84
Coefficient of variation (CV)	0.5770292928
Kurtosis	-1.200299036
Mean	26284932.2
Median Absolute Deviation (MAD)	13138195
Skewness	-0.001385719184
Sum	2.62849322e+13
Variance	2.300432229e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33558526	1	< 0.1%
11021623	1	< 0.1%
5331826	1	< 0.1%
22127469	1	< 0.1%
22123371	1	< 0.1%
24222570	1	< 0.1%
4189598	1	< 0.1%
24240997	1	< 0.1%
13757284	1	< 0.1%
17945443	1	< 0.1%
Other values (999990)	999990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
121	1	< 0.1%
200	1	< 0.1%
230	1	< 0.1%
343	1	< 0.1%
375	1	< 0.1%

Value	Count	Frequency (%)
52546643	1	< 0.1%
52546439	1	< 0.1%
52546429	1	< 0.1%
52546387	1	< 0.1%
52546384	1	< 0.1%

country
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	977.3 KiB

brazil	392607
mexico	216252
colombia	76130
argentina	75268
peru	52196
Other values (11)	187547

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
brazil	392607	39.3%
mexico	216252	21.6%
colombia	76130	7.6%
argentina	75268	7.5%
peru	52196	5.2%
venezuela	43727	4.4%
chile	28496	2.8%
ecuador	27605	2.8%
dominican republic	17865	1.8%
haiti	16281	1.6%
Other values (6)	53573	5.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	6
Mean length	6.749365
Min length	4

year
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.9 KiB

2010	519814
2015	216252
2005	86102
2007	63170
2001	55379
Other values (3)	59283

Frequencies
Length

Value	Count	Frequency (%)
2010	519814	52.0%
2015	216252	21.6%
2005	86102	8.6%
2007	63170	6.3%
2001	55379	5.5%
2002	28496	2.8%
2003	16281	1.6%
2011	14506	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

sample
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	977.3 KiB

brazil 2010	392607
mexico 2015	216252
colombia 2005	76130
argentina 2010	75268
peru 2007	52196
Other values (11)	187547

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
brazil 2010	392607	39.3%
mexico 2015	216252	21.6%
colombia 2005	76130	7.6%
argentina 2010	75268	7.5%
peru 2007	52196	5.2%
venezuela 2001	43727	4.4%
chile 2002	28496	2.8%
ecuador 2010	27605	2.8%
dominican republic 2010	17865	1.8%
haiti 2003	16281	1.6%
Other values (6)	53573	5.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	23
Median length	11
Mean length	11.749365
Min length	9

serial
Real number (ℝ_≥0)

Distinct	899049
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1618102350
Minimum	1000
Maximum	6192502000
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1000
5-th percentile	46236900
Q1	300343000.8
median	915235001
Q3	2507746500
95-th percentile	5334000650
Maximum	6192502000
Range	6192501000
Interquartile range (IQR)	2207403499

Descriptive statistics

Standard deviation	1676355600
Coefficient of variation (CV)	1.036000968
Kurtosis	0.2089770035
Mean	1618102350
Median Absolute Deviation (MAD)	782556500.5
Skewness	1.140027561
Sum	1.61810235e+15
Variance	2.810168099e+18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13350000	6	< 0.1%
45449000	6	< 0.1%
425223001	6	< 0.1%
54600000	6	< 0.1%
74039000	6	< 0.1%
6876000	6	< 0.1%
2435000	6	< 0.1%
42452000	6	< 0.1%
46315000	6	< 0.1%
22929001	5	< 0.1%
Other values (899039)	999941	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	1	< 0.1%
3000	1	< 0.1%
4000	1	< 0.1%
5001	1	< 0.1%
8000	1	< 0.1%

Value	Count	Frequency (%)
6192502000	1	< 0.1%
6192496000	1	< 0.1%
6192463000	1	< 0.1%
6192459000	1	< 0.1%
6192449000	1	< 0.1%

persons
Real number (ℝ_≥0)

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.662609
Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Memory size	976.6 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	50
Range	49
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.329983636
Coefficient of variation (CV)	0.4997167113
Kurtosis	7.948146601
Mean	4.662609
Median Absolute Deviation (MAD)	1
Skewness	1.737270608
Sum	4662609
Variance	5.428823742
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
4	227561	22.8%
3	178336	17.8%
5	176208	17.6%
6	111278	11.1%
2	105235	10.5%
7	69180	6.9%
8	37809	3.8%
1	35276	3.5%
9	22469	2.2%
10	14972	1.5%
Other values (30)	21676	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	35276	3.5%
2	105235	10.5%
3	178336	17.8%
4	227561	22.8%
5	176208	17.6%

Value	Count	Frequency (%)
50	1	< 0.1%
44	1	< 0.1%
43	1	< 0.1%
42	4	< 0.1%
40	3	< 0.1%

hhwt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6175
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.8261696
Minimum	0
Maximum	490
Zeros	441
Zeros (%)	< 0.1%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4.64
median	10
Q3	10
95-th percentile	22.39
Maximum	490
Range	490
Interquartile range (IQR)	5.36

Descriptive statistics

Standard deviation	9.38108173
Coefficient of variation (CV)	0.9547038279
Kurtosis	123.6488759
Mean	9.8261696
Median Absolute Deviation (MAD)	2.55
Skewness	7.28882983
Sum	9826169.6
Variance	88.00469443
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	327279	32.7%
2	53766	5.4%
4	51667	5.2%
6	31752	3.2%
4.64	28724	2.9%
8	18909	1.9%
12	7750	0.8%
14	5681	0.6%
16	4311	0.4%
18	3415	0.3%
Other values (6165)	466746	46.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	441	< 0.1%
0.77	6	< 0.1%
0.83	1	< 0.1%
0.84	11	< 0.1%
0.85	7	< 0.1%

Value	Count	Frequency (%)
490	3	< 0.1%
478	1	< 0.1%
410	3	< 0.1%
394	1	< 0.1%
376	2	< 0.1%

gq
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

households	995001
other group quarters	2362
institutions	1420
group quarters (collective), n.s	666
1-person unit created by splitting large household	441

Frequencies
Length

Value	Count	Frequency (%)
households	995001	99.5%
other group quarters	2362	0.2%
institutions	1420	0.1%
group quarters (collective), n.s	666	0.1%
1-person unit created by splitting large household	441	< 0.1%
unknown/group quarters not identified	110	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	50
Median length	10
Mean length	10.061722
Min length	10

geolev1
Real number (ℝ_≥0)

Distinct	312
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	261391.6515
Minimum	32002
Maximum	862023
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	32002
5-th percentile	32038
Q1	76031
median	170005
Q3	484015
95-th percentile	604025
Maximum	862023
Range	830021
Interquartile range (IQR)	407984

Descriptive statistics

Standard deviation	234868.0863
Coefficient of variation (CV)	0.8985294095
Kurtosis	-0.1831824525
Mean	261391.6515
Median Absolute Deviation (MAD)	93982
Skewness	0.9480444751
Sum	2.613916515e+11
Variance	5.516301796e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76035	69555	7.0%
76031	47966	4.8%
76029	29665	3.0%
32006	29422	2.9%
76043	26089	2.6%
76041	24756	2.5%
76033	21626	2.2%
484020	21178	2.1%
484030	19518	2.0%
218009	18922	1.9%
Other values (302)	691303	69.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32002	5516	0.6%
32006	29422	2.9%
32010	681	0.1%
32014	6230	0.6%
32018	1777	0.2%

Value	Count	Frequency (%)
862023	5762	0.6%
862022	1000	0.1%
862021	1164	0.1%
862020	1877	0.2%
862019	1469	0.1%

internet
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	179331
Missing (%)	17.9%
Memory size	976.8 KiB

no	384908
niu (not in universe)	271723
yes	159985
unknown	4053

Frequencies
Length

Value	Count	Frequency (%)
no	384908	38.5%
niu (not in universe)	271723	27.2%
yes	159985	16.0%
unknown	4053	0.4%
(Missing)	179331	17.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	21
Median length	3
Mean length	7.522318
Min length	2

computer
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

no	735566
yes	256429
niu (not in universe)	4519
unknown/missing	3486

Frequencies
Length

Value	Count	Frequency (%)
no	735566	73.6%
yes	256429	25.6%
niu (not in universe)	4519	0.5%
unknown/missing	3486	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	21
Median length	2
Mean length	2.387608
Min length	2

pernum
Real number (ℝ_≥0)

Distinct	36
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.829162
Minimum	1
Maximum	46
Zeros	0
Zeros (%)	0.0%
Memory size	976.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	46
Range	45
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.879112532
Coefficient of variation (CV)	0.6641940378
Kurtosis	7.18633033
Mean	2.829162
Median Absolute Deviation (MAD)	1
Skewness	1.795066969
Sum	2829162
Variance	3.531063909
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
1	278237	27.8%
2	243297	24.3%
3	190857	19.1%
4	130982	13.1%
5	74145	7.4%
6	38625	3.9%
7	20123	2.0%
8	10316	1.0%
9	5680	0.6%
10	3198	0.3%
Other values (26)	4540	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	278237	27.8%
2	243297	24.3%
3	190857	19.1%
4	130982	13.1%
5	74145	7.4%

Value	Count	Frequency (%)
46	1	< 0.1%
39	1	< 0.1%
37	1	< 0.1%
35	1	< 0.1%
32	2	< 0.1%

perwt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6174
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.83114623
Minimum	0.77
Maximum	490
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0.77
5-th percentile	2
Q1	4.65
median	10
Q3	10
95-th percentile	22.39
Maximum	490
Range	489.23
Interquartile range (IQR)	5.35

Descriptive statistics

Standard deviation	9.379103761
Coefficient of variation (CV)	0.9540193525
Kurtosis	123.7429894
Mean	9.83114623
Median Absolute Deviation (MAD)	2.54
Skewness	7.292926847
Sum	9831146.23
Variance	87.96758735
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	327715	32.8%
2	53766	5.4%
4	51667	5.2%
6	31752	3.2%
4.64	28724	2.9%
8	18909	1.9%
12	7750	0.8%
14	5681	0.6%
16	4311	0.4%
18	3415	0.3%
Other values (6164)	466310	46.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.77	6	< 0.1%
0.83	1	< 0.1%
0.84	11	< 0.1%
0.85	7	< 0.1%
0.86	1	< 0.1%

Value	Count	Frequency (%)
490	3	< 0.1%
478	1	< 0.1%
410	3	< 0.1%
394	1	< 0.1%
376	2	< 0.1%

age
Real number (ℝ_≥0)

MISSING

Distinct	97
Distinct (%)	< 0.1%
Missing	52174
Missing (%)	5.2%
Infinite	0
Infinite (%)	0.0%

Mean	31.67749249
Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	15
median	28
Q3	45
95-th percentile	70
Maximum	99
Range	96
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	20.2215345
Coefficient of variation (CV)	0.63835654
Kurtosis	-0.3792163021
Mean	31.67749249
Median Absolute Deviation (MAD)	15
Skewness	0.6225786121
Sum	30024751
Variance	408.9104577
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	20524	2.1%
14	20128	2.0%
12	20062	2.0%
15	20007	2.0%
13	19701	2.0%
11	19421	1.9%
9	19243	1.9%
16	18980	1.9%
18	18972	1.9%
8	18937	1.9%
Other values (87)	751851	75.2%
(Missing)	52174	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	18187	1.8%
4	18231	1.8%
5	18468	1.8%
6	18250	1.8%
7	18694	1.9%

Value	Count	Frequency (%)
99	57	< 0.1%
98	120	< 0.1%
97	106	< 0.1%
96	152	< 0.1%
95	203	< 0.1%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.7 KiB

female	507829
male	492171

Frequencies
Length

Value	Count	Frequency (%)
female	507829	50.8%
male	492171	49.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.015658
Min length	4

race
Categorical

MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	478178
Missing (%)	47.8%
Memory size	977.3 KiB

white	261429
brown (brazil)	173620
black	36413
mestizo (indigenous and white)	29488
indigenous	9068
Other values (8)	11804

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
white	261429	26.1%
brown (brazil)	173620	17.4%
black	36413	3.6%
mestizo (indigenous and white)	29488	2.9%
indigenous	9068	0.9%
asian	4004	0.4%
unknown	3078	0.3%
montubio (ecuador)	2045	0.2%
afro-ecuadorian	1146	0.1%
mulatto (black and white)	1086	0.1%
Other values (3)	445	< 0.1%
(Missing)	478178	47.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	30
Median length	5
Mean length	6.455739
Min length	3

indig
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	216989
Missing (%)	21.7%
Memory size	976.7 KiB

no	689348
yes	88443
unknown	5220

Frequencies
Length

Value	Count	Frequency (%)
no	689348	68.9%
yes	88443	8.8%
unknown	5220	0.5%
(Missing)	216989	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.331532
Min length	2

lit
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

yes, literate	796402
no, illiterate	120876
niu (not in universe)	78998
unknown/missing	3724

Frequencies
Length

Value	Count	Frequency (%)
yes, literate	796402	79.6%
no, illiterate	120876	12.1%
niu (not in universe)	78998	7.9%
unknown/missing	3724	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	21
Median length	13
Mean length	13.760308
Min length	13

edattain
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

less than primary completed	429963
primary completed	313201
secondary completed	167529
university completed	47850
niu (not in universe)	36541

Frequencies
Length

Value	Count	Frequency (%)
less than primary completed	429963	43.0%
primary completed	313201	31.3%
secondary completed	167529	16.8%
university completed	47850	4.8%
niu (not in universe)	36541	3.7%
unknown	4916	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	27
Median length	20
Mean length	21.875242
Min length	7

edattaind
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	977.3 KiB

some primary completed	225020
primary (6 yrs) completed	182641
no schooling	159289
lower secondary general completed	111377
secondary, general track completed	108353
Other values (9)	213320

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
some primary completed	225020	22.5%
primary (6 yrs) completed	182641	18.3%
no schooling	159289	15.9%
lower secondary general completed	111377	11.1%
secondary, general track completed	108353	10.8%
university completed	47850	4.8%
primary (4 yrs) completed	45654	4.6%
niu (not in universe)	36541	3.7%
some college completed	34733	3.5%
post-secondary technical education	20280	2.0%
Other values (4)	28262	2.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	36
Median length	22
Mean length	23.834486
Min length	12

empstat
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

inactive	397926
employed	376517
niu (not in universe)	180669
unemployed	40352
unknown/missing	4536

Frequencies
Length

Value	Count	Frequency (%)
inactive	397926	39.8%
employed	376517	37.7%
niu (not in universe)	180669	18.1%
unemployed	40352	4.0%
unknown/missing	4536	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	21
Median length	8
Mean length	10.461153
Min length	8

empstatd
Categorical

HIGH CORRELATION

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	978.0 KiB

at work	349999
niu (not in universe)	180669
inactive (not in labor force)	167415
housework	97386
in school	83505
Other values (21)	121026

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
at work	349999	35.0%
niu (not in universe)	180669	18.1%
inactive (not in labor force)	167415	16.7%
housework	97386	9.7%
in school	83505	8.4%
inactive, other reasons	32795	3.3%
unemployed, not specified	31308	3.1%
have job, not at work in reference period	10144	1.0%
employed, not specified	8645	0.9%
retirees and living on rent	5630	0.6%
Other values (16)	32504	3.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	42
Median length	9
Mean length	15.759659
Min length	7

labforce
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	976.8 KiB

yes, in the labor force	408514
no, not in the labor force	306144
niu (not in universe)	281721
unknown	3621

Frequencies
Length

Value	Count	Frequency (%)
yes, in the labor force	408514	40.9%
no, not in the labor force	306144	30.6%
niu (not in universe)	281721	28.2%
unknown	3621	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	26
Median length	23
Mean length	23.297054
Min length	7

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	country	year	sample	serial	persons	hhwt	gq	geolev1	internet	computer	pernum	perwt	age	sex	race	indig	lit	edattain	edattaind	empstat	empstatd	labforce
0	26329292	colombia	2005	colombia 2005	5.881000e+07	5	6.16	households	170005	NaN	no	5	6.16	11.0	male	white	no	yes, literate	primary completed	primary (5 yrs) completed	inactive	in school	niu (not in universe)
1	45863653	nicaragua	2005	nicaragua 2005	2.634000e+07	6	10.00	households	558025	no	no	1	10.00	53.0	female	NaN	no	yes, literate	less than primary completed	some primary completed	employed	at work	yes, in the labor force
2	51297159	venezuela	2001	venezuela 2001	2.886910e+08	7	10.00	households	862013	no	no	1	10.00	52.0	female	NaN	NaN	no, illiterate	less than primary completed	no schooling	unknown/missing	unknown/missing	unknown
3	2009550	argentina	2010	argentina 2010	6.480550e+08	5	10.00	households	32014	NaN	no	3	10.00	19.0	male	NaN	NaN	yes, literate	primary completed	primary (6 yrs) completed	employed	at work	yes, in the labor force
4	17220209	brazil	2010	brazil 2010	3.834011e+09	5	3.26	households	76035	yes	yes	4	3.26	17.0	female	white	no	yes, literate	secondary completed	secondary, general track completed	inactive	inactive (not in labor force)	no, not in the labor force
5	45452679	mexico	2015	mexico 2015	2.853132e+09	5	4.00	households	484031	no	no	4	4.00	26.0	female	NaN	yes	yes, literate	university completed	university completed	employed	at work	yes, in the labor force
6	4182065	brazil	2010	brazil 2010	6.362100e+07	7	5.63	households	76012	niu (not in universe)	no	5	5.63	22.0	male	white	no	yes, literate	primary completed	primary (6 yrs) completed	inactive	inactive (not in labor force)	no, not in the labor force
7	761071	argentina	2010	argentina 2010	2.650540e+08	2	10.00	households	32006	NaN	no	2	10.00	50.0	male	NaN	NaN	yes, literate	primary completed	primary (6 yrs) completed	employed	at work	yes, in the labor force
8	31054217	dominican republic	2010	dominican republic 2010	1.624880e+08	6	10.00	households	214008	no	no	6	10.00	10.0	male	NaN	NaN	yes, literate	less than primary completed	some primary completed	inactive	in school	niu (not in universe)
9	36215848	mexico	2015	mexico 2015	4.576560e+08	8	28.00	households	484009	yes	yes	8	28.00	50.0	female	NaN	no	yes, literate	secondary completed	secondary, general track completed	employed	at work	yes, in the labor force

Last rows

	df_index	country	year	sample	serial	persons	hhwt	gq	geolev1	internet	computer	pernum	perwt	age	sex	race	indig	lit	edattain	edattaind	empstat	empstatd	labforce
999990	34166301	haiti	2003	haiti 2003	1.636770e+08	8	10.00	households	332006	NaN	no	4	10.00	12.0	female	NaN	NaN	no, illiterate	less than primary completed	no schooling	inactive	housework	niu (not in universe)
999991	6186480	brazil	2010	brazil 2010	5.580270e+08	6	10.39	households	76021	niu (not in universe)	no	2	10.39	7.0	male	white	no	yes, literate	less than primary completed	some primary completed	niu (not in universe)	niu (not in universe)	niu (not in universe)
999992	30320964	costa rica	2011	costa rica 2011	5.718100e+07	5	10.00	households	188002	no	no	1	10.00	38.0	male	white	no	yes, literate	less than primary completed	some primary completed	employed	at work	yes, in the labor force
999993	41488326	mexico	2015	mexico 2015	1.817698e+09	1	2.00	households	484020	no	no	1	2.00	57.0	female	NaN	yes	yes, literate	less than primary completed	some primary completed	inactive	housework	no, not in the labor force
999994	16790221	brazil	2010	brazil 2010	3.696445e+09	10	2.48	households	76035	niu (not in universe)	no	1	2.48	39.0	male	white	no	no, illiterate	less than primary completed	some primary completed	employed	at work	yes, in the labor force
999995	15875195	brazil	2010	brazil 2010	3.403780e+09	4	15.96	households	76033	niu (not in universe)	no	3	15.96	26.0	male	brown (brazil)	no	yes, literate	primary completed	lower secondary general completed	employed	at work	yes, in the labor force
999996	22126704	brazil	2010	brazil 2010	5.387448e+09	5	11.96	households	76043	no	yes	3	11.96	NaN	female	black	no	niu (not in universe)	less than primary completed	no schooling	niu (not in universe)	niu (not in universe)	niu (not in universe)
999997	25764931	chile	2002	chile 2002	3.630960e+08	4	10.00	households	152131	no	no	3	10.00	9.0	female	NaN	no	no, illiterate	less than primary completed	some primary completed	niu (not in universe)	niu (not in universe)	niu (not in universe)
999998	49665403	el salvador	2007	el salvador 2007	9.858900e+07	5	10.00	households	222006	no	no	5	10.00	4.0	male	mestizo (indigenous and white)	no	niu (not in universe)	niu (not in universe)	niu (not in universe)	employed	marginally employed	niu (not in universe)
999999	6642712	brazil	2010	brazil 2010	6.748320e+08	5	11.97	households	76022	niu (not in universe)	no	2	11.97	30.0	female	brown (brazil)	no	yes, literate	secondary completed	secondary, general track completed	employed	at work	yes, in the labor force

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows